{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import lightgbm as lgb\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.model_selection import StratifiedKFold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!ls -l data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!ls -l fea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = '../../contest/train'\n",
    "stage_path = '../../contest/B榜'\n",
    "stage = 'B'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = pd.read_csv(os.path.join(train_path,'DZ_TARGET_TRAIN.csv'))\n",
    "df_test = pd.read_csv(os.path.join(stage_path,f'DZ_TARGET_TESTB.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = df_test.rename({'cust_no':'CUST_NO'},axis=1)\n",
    "df_test = df_test.drop('data_dat',axis=1)\n",
    "df_train = df_train.drop('DATA_DAT',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "for file in ['train_cust.csv','train_asset.csv','train_tr_atm.csv','train_tr_cash.csv','train_tr_fncg.csv','train_tr_term.csv','train_tr_behavior.csv','train_tr_aps.csv','train_combine.csv']:\n",
    "    df_tmp = pd.read_csv(os.path.join('fea',file))\n",
    "    df_train = df_train.merge(df_tmp,on='CUST_NO',how='left')\n",
    "    \n",
    "for file in ['test_cust.csv','test_asset.csv','test_tr_atm.csv','test_tr_cash.csv','test_tr_fncg.csv','test_tr_term.csv','test_tr_behavior.csv','test_tr_aps.csv','test_combine.csv']:\n",
    "    df_tmp = pd.read_csv(os.path.join('fea',file))\n",
    "    df_test = df_test.merge(df_tmp,on='CUST_NO',how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train.to_csv('train.csv',index=False)\n",
    "df_test.to_csv('test.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((50162, 370), (5024, 369))"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.shape, df_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {'num_leaves': 2**7-1,\n",
    "              'min_data_in_leaf': 25, \n",
    "              'objective':'binary',\n",
    "              'max_depth': -1,\n",
    "              'learning_rate': 0.03,\n",
    "              'boosting': 'gbdt',\n",
    "              'feature_fraction': 0.8,\n",
    "              'bagging_fraction': 0.8,\n",
    "              'bagging_seed': 11,\n",
    "              'metric': 'auc',\n",
    "              'seed':1024,\n",
    "              'lambda_l1': 0.2,\n",
    "              'nthread':10,\n",
    "              'verbose':-1,\n",
    "              #'device':'gpu'\n",
    "              #'is_unbalance':True\n",
    "         }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CUST_NO', 'Flag', 'NTRL_CUST_SEX_CD', 'NTRL_CUST_AGE', 'NTRL_RANK_CD',\n",
       "       'AST_DAY_FA_BAL', 'AST_MAVER_FA_BAL', 'AST_SAVER_FA_BAL',\n",
       "       'AST_YAVER_FA_BAL', 'AST_DAY_AUM_BAL',\n",
       "       ...\n",
       "       'IBTF_YEAR_TR_CNT_IN', 'TPAY_MOTH_TR_AMT', 'TPAY_SEAN_TR_AMT',\n",
       "       'TPAY_MOTH_NET_TR_AMT', 'TPAY_SEAN_NET_TR_AMT', 'TPAY_MOTH_TR_CNT',\n",
       "       'TPAY_SEAN_TR_CNT', 'IBTF_TPAY_MOTH_TR_AMT',\n",
       "       'IBTF_TPAY_MOTH_NET_TR_AMT', 'IBTF_TPAY_MOTH_TR_CNT'],\n",
       "      dtype='object', length=370)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = [x for x in df_train.columns if x not in ['CUST_NO','Flag']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = df_train[features]\n",
    "X_test = df_test[features]\n",
    "y = df_train['Flag']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/woody/anaconda3/lib/python3.8/site-packages/lightgbm/engine.py:181: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/woody/anaconda3/lib/python3.8/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[68]\ttraining's auc: 0.94895\tvalid_1's auc: 0.889177\n",
      "Fold 1\n",
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[179]\ttraining's auc: 0.986785\tvalid_1's auc: 0.896858\n",
      "Fold 2\n",
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[124]\ttraining's auc: 0.972321\tvalid_1's auc: 0.900284\n",
      "Fold 3\n",
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[159]\ttraining's auc: 0.983317\tvalid_1's auc: 0.890368\n",
      "Fold 4\n",
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[99]\ttraining's auc: 0.963261\tvalid_1's auc: 0.886954\n"
     ]
    }
   ],
   "source": [
    "oof = np.zeros(X_train.shape[0])\n",
    "predictions = np.zeros(X_test.shape[0])\n",
    "feature_importance_df = pd.DataFrame()\n",
    "seeds =2019\n",
    "\n",
    "folds = StratifiedKFold(n_splits=5, random_state=2019, shuffle=True)\n",
    "\n",
    "expect_vals = np.zeros(2)\n",
    "shap_vals = np.zeros((2,X_train.shape[0]))\n",
    "\n",
    "for fold_, (trn_idx, val_idx) in enumerate(folds.split(X_train.values, y.values)):\n",
    "    print(\"Fold {}\".format(fold_))\n",
    "    trn_data = lgb.Dataset(X_train.iloc[trn_idx], label=y.iloc[trn_idx]) #,categorical_feature=cat_fea)\n",
    "    val_data = lgb.Dataset(X_train.iloc[val_idx], label=y.iloc[val_idx])\n",
    "    num_round = 15000\n",
    "    clf = lgb.train(params, trn_data, num_round, valid_sets = [trn_data, val_data], verbose_eval=1000, early_stopping_rounds = 500)\n",
    "    oof[val_idx] = clf.predict(X_train.iloc[val_idx], num_iteration=clf.best_iteration)\n",
    "    \n",
    "#     explainer = shap.TreeExplainer(clf)\n",
    "#     shap_vals += explainer.shap_values(X_train) / folds.n_splits\n",
    "#     expect_vals += explainer.expected_value / 0.49200365178\n",
    "    \n",
    "    fold_importance_df = pd.DataFrame()\n",
    "    fold_importance_df[\"feature\"] = clf.feature_name()\n",
    "    fold_importance_df[\"importance\"] = clf.feature_importance(importance_type='gain')\n",
    "    fold_importance_df[\"fold\"] = fold_ + 1\n",
    "    feature_importance_df = pd.concat([feature_importance_df, fold_importance_df], axis=0)   \n",
    "    predictions += clf.predict(X_test, num_iteration=clf.best_iteration) / folds.n_splits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8912982610023794\n"
     ]
    }
   ],
   "source": [
    "auc = roc_auc_score(y,oof)\n",
    "print(auc)  # 0.8912982610023794"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import f1_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "thresholds = np.arange(0,1,0.01)\n",
    "f1_scores = []\n",
    "for x in thresholds:\n",
    "    pred_label = np.where(oof>x,1,0)\n",
    "    score = f1_score(y,pred_label)\n",
    "    f1_scores.append(score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_score = np.max(f1_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6161876261396061\n"
     ]
    }
   ],
   "source": [
    "print(np.max(f1_scores))  # 0.6161876261396061"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3703.,  443.,  224.,  136.,   99.,   77.,   89.,   78.,   89.,\n",
       "          86.]),\n",
       " array([0.01247894, 0.10253625, 0.19259357, 0.28265089, 0.3727082 ,\n",
       "        0.46276552, 0.55282284, 0.64288016, 0.73293747, 0.82299479,\n",
       "        0.91305211]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_threshold = thresholds[np.argmax(f1_scores)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.29\n"
     ]
    }
   ],
   "source": [
    "print(best_threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = np.where(predictions>best_threshold,1,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = pd.DataFrame({'CUST_NO':df_test.CUST_NO,'Flag':pred})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4387\n",
       "1     637\n",
       "Name: Flag, dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.Flag.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "result.to_csv('pred_{0}_{1}'.format(str(auc)[2:7], str(best_score)[2:7]),header=False,index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_feture_importance(df_feature_importance):\n",
    "    columns = (df_feature_importance[['feature','importance']].groupby('feature').mean().sort_values(by='importance',ascending=False)[:100].index)\n",
    "    best_features = df_feature_importance.loc[df_feature_importance.feature.isin(columns)]\n",
    "    plt.figure(figsize=(10,20))\n",
    "    sns.barplot(x='importance',y='feature',data=best_features.sort_values(by='importance',ascending=False))\n",
    "    plt.title('Feature Importance')\n",
    "    plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_feture_importance(feature_importance_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
